## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
## Loading required package: ggplot2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa

DF1 - EMPLOYMENT

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K202301 and caching the dataset for faster future access.

## corrplot 0.92 loaded



DF 2 - Education

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K201501 and caching the dataset for faster future access.

Exploratory Data Analysis (EDA)

Exploratory Data Analysis (EDA) based on percentage

## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## ℹ Please use `all_of()` or `any_of()` instead.
##   # Was:
##   data %>% select(percentage_columns)
## 
##   # Now:
##   data %>% select(all_of(percentage_columns))
## 
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.



DF3 - Citizenship

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K200501 and caching the dataset for faster future access.
## Warning: Removed 1 rows containing missing values (`position_stack()`).

## Warning: Removed 1 rows containing missing values (`position_stack()`).

## Warning: Removed 1 rows containing missing values (`position_stack()`).



DF4 - Age

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats   1.0.0     ✔ readr     2.1.4
## ✔ lubridate 1.9.2     ✔ stringr   1.5.0
## ✔ purrr     1.0.2     ✔ tibble    3.2.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ✖ purrr::map()    masks maps::map()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
## To enable caching of data, set `options(tigris_use_cache = TRUE)`
## in your R script or .Rprofile.
## 
## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## 
## Downloading feature geometry from the Census website.  To cache shapefiles for use in future sessions, set `options(tigris_use_cache = TRUE)`.
## 
## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.
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DF5 - Housing

## Getting data from the 2021 1-year ACS
## The 1-year ACS provides data for geographies with populations of 65,000 and greater.
## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K202502 and caching the dataset for faster future access.
## 
## Attaching package: 'scales'
## The following object is masked from 'package:purrr':
## 
##     discard
## The following object is masked from 'package:readr':
## 
##     col_factor

DF6 - Disabilities

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K201803 and caching the dataset for faster future access.
## # A tibble: 52 × 10
##    NAME          Total_people Total With Disabilit…¹ Hearing `Vision difficulty`
##    <chr>                <dbl>                  <dbl>   <dbl>               <dbl>
##  1 Alabama            4957633                 808071  208028              152798
##  2 Alaska              702154                  92390   33397               15748
##  3 Arizona            7174053                 972252  298849              180792
##  4 Arkansas           2974701                 517051  142133              105624
##  5 California        38724294                4324355 1140131              844049
##  6 Colorado           5715497                 640346  211803              120570
##  7 Connecticut        3557526                 427014  113490               78078
##  8 Delaware            987964                 130551   37933               25335
##  9 District of …       659979                  76754   14429               14569
## 10 Florida           21465883                2906367  812248              555361
## # ℹ 42 more rows
## # ℹ abbreviated name: ¹​`Total With Disabilities`
## # ℹ 5 more variables: cognative <dbl>, `ambulatory difficulty` <dbl>,
## #   `Self-care difficulty` <dbl>, `Independent living difficulty` <dbl>,
## #   `No Disability` <dbl>

## 
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` + 
##     cognative + `Self-care difficulty` + `Independent living difficulty`, 
##     data = df6_wide)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -56621 -11941  -2766  17524  73868 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     -8200.5856  5646.4977  -1.452 0.153197    
## Hearing                             0.6796     0.1793   3.791 0.000436 ***
## `Vision difficulty`                 1.0070     0.1644   6.126 1.87e-07 ***
## cognative                          -0.5426     0.2291  -2.369 0.022116 *  
## `Self-care difficulty`             -1.9464     0.4434  -4.390 6.59e-05 ***
## `Independent living difficulty`     1.9228     0.3144   6.115 1.95e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 24940 on 46 degrees of freedom
## Multiple R-squared:  0.9968, Adjusted R-squared:  0.9965 
## F-statistic:  2909 on 5 and 46 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` + 
##     cognative + `Self-care difficulty` + `Independent living difficulty`, 
##     data = df6_wide)
## 
## Coefficients:
##                     (Intercept)                          Hearing  
##                      -8200.5856                           0.6796  
##             `Vision difficulty`                        cognative  
##                          1.0070                          -0.5426  
##          `Self-care difficulty`  `Independent living difficulty`  
##                         -1.9464                           1.9228


##  [1] "NAME"                                  
##  [2] "In labor force:"                       
##  [3] "Civilian labor force:"                 
##  [4] "Employed"                              
##  [5] "Unemployed"                            
##  [6] "In Armed Forces"                       
##  [7] "Not in labor force"                    
##  [8] "EmploymentRate"                        
##  [9] "UnemploymentRate"                      
## [10] "NotInLaborForceRate"                   
## [11] "state"                                 
## [12] "Education_Total_students"              
## [13] "Education_Below_9th grade"             
## [14] "Education_9th to 12th grade_no diploma"
## [15] "Education_High_school_graduate"        
## [16] "Education_Some college_no degree"      
## [17] "Education_Associates_degree"           
## [18] "Education_Bachelors_degree"            
## [19] "Education_Graduate_professional degree"
## [20] "U.S. citizen"                          
## [21] "Not a U.S. citizen"                    
## [22] "Total_age"                             
## [23] "Age_under_18"                          
## [24] "Age_18_to_24"                          
## [25] "Age_25_to_34"                          
## [26] "Age_35_to_44"                          
## [27] "Age_45_to_54"                          
## [28] "Age_55_to_64"                          
## [29] "Age_over_64"                           
## [30] "Total"                                 
## [31] "Owner Occupied"                        
## [32] "Renter Occupied"                       
## [33] "Total_people"                          
## [34] "Total With Disabilities"               
## [35] "Hearing"                               
## [36] "Vision difficulty"                     
## [37] "cognative"                             
## [38] "ambulatory difficulty"                 
## [39] "Self-care difficulty"                  
## [40] "Independent living difficulty"         
## [41] "No Disability"                         
## [42] "DisabilityRate"                        
## [43] "Cluster"

Title

“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”

Thesis

This project aims to analyze the impact of various socio-economic factors such as education, age, citizenship status, housing, and disabilities on employment rates across different states in the United States. Using data from the American Community Survey (ACS) 2021, the study will employ statistical techniques to identify correlations, trends, and patterns, thereby providing insights into the multifaceted nature of employment dynamics in the US.

Roadmap and Code for Next Steps

  1. Data Exploration and Cleaning

    • Continue with data cleaning and handling missing values.

    • Normalize the data if required for better comparison.

##                                   NAME                        In labor force: 
##                                      0                                      0 
##                  Civilian labor force:                               Employed 
##                                      0                                      0 
##                             Unemployed                        In Armed Forces 
##                                      0                                      0 
##                     Not in labor force                         EmploymentRate 
##                                      0                                      0 
##                       UnemploymentRate                    NotInLaborForceRate 
##                                      0                                      0 
##                                  state               Education_Total_students 
##                                      2                                      0 
##              Education_Below_9th grade Education_9th to 12th grade_no diploma 
##                                      0                                      0 
##         Education_High_school_graduate       Education_Some college_no degree 
##                                      0                                      0 
##            Education_Associates_degree             Education_Bachelors_degree 
##                                      0                                      0 
## Education_Graduate_professional degree                           U.S. citizen 
##                                      0                                      1 
##                     Not a U.S. citizen                              Total_age 
##                                      1                                      0 
##                           Age_under_18                           Age_18_to_24 
##                                      0                                      0 
##                           Age_25_to_34                           Age_35_to_44 
##                                      0                                      0 
##                           Age_45_to_54                           Age_55_to_64 
##                                      0                                      0 
##                            Age_over_64                                  Total 
##                                      0                                      0 
##                         Owner Occupied                        Renter Occupied 
##                                      0                                      0 
##                           Total_people                Total With Disabilities 
##                                      0                                      0 
##                                Hearing                      Vision difficulty 
##                                      0                                      0 
##                              cognative                  ambulatory difficulty 
##                                      0                                      0 
##                   Self-care difficulty          Independent living difficulty 
##                                      0                                      0 
##                          No Disability                         DisabilityRate 
##                                      0                                      0 
##                                Cluster 
##                                      0

## `geom_smooth()` using formula = 'y ~ x'

## $x
## [1] "Percentage of Bachelors Degree Holders"
## 
## $y
## [1] "Employment Rate"
## 
## $title
## [1] "Relation between Bachelors Degree Holders and Employment Rate"
## 
## attr(,"class")
## [1] "labels"
##                                        In labor force: Civilian labor force:
## In labor force:                                   1.00                  1.00
## Civilian labor force:                             1.00                  1.00
## Employed                                          1.00                  1.00
## Unemployed                                        0.97                  0.98
## In Armed Forces                                   0.73                  0.72
## Not in labor force                                0.99                  0.99
## EmploymentRate                                   -0.03                 -0.03
## UnemploymentRate                                  0.31                  0.31
## NotInLaborForceRate                              -0.02                 -0.02
## Education_Total_students                          1.00                  1.00
## Education_Below_9th grade                         0.94                  0.94
## Education_9th to 12th grade_no diploma            0.98                  0.98
## Education_High_school_graduate                    0.97                  0.97
## Education_Some college_no degree                  0.99                  0.99
## Education_Associates_degree                       0.98                  0.98
## Education_Bachelors_degree                        1.00                  1.00
## Education_Graduate_professional degree            0.98                  0.98
## U.S. citizen                                      1.00                  1.00
## Not a U.S. citizen                                0.95                  0.95
## Total_age                                         1.00                  1.00
## Age_under_18                                      0.99                  0.99
## Age_18_to_24                                      1.00                  1.00
## Age_25_to_34                                      1.00                  1.00
## Age_35_to_44                                      1.00                  1.00
## Age_45_to_54                                      1.00                  1.00
## Age_55_to_64                                      0.99                  1.00
## Age_over_64                                       0.98                  0.98
## Total                                             1.00                  1.00
## Owner Occupied                                    0.98                  0.98
## Renter Occupied                                   0.99                  0.99
## Total_people                                      1.00                  1.00
## Total With Disabilities                           0.99                  0.99
## Hearing                                           0.98                  0.98
## Vision difficulty                                 0.97                  0.97
## cognative                                         0.99                  0.99
## ambulatory difficulty                             0.98                  0.98
## Self-care difficulty                              0.99                  0.99
## Independent living difficulty                     0.99                  0.99
## No Disability                                     1.00                  1.00
## DisabilityRate                                   -0.29                 -0.29
##                                        Employed Unemployed In Armed Forces
## In labor force:                            1.00       0.97            0.73
## Civilian labor force:                      1.00       0.98            0.72
## Employed                                   1.00       0.97            0.73
## Unemployed                                 0.97       1.00            0.68
## In Armed Forces                            0.73       0.68            1.00
## Not in labor force                         0.99       0.97            0.72
## EmploymentRate                            -0.02      -0.09           -0.05
## UnemploymentRate                           0.30       0.42            0.17
## NotInLaborForceRate                       -0.02       0.02           -0.04
## Education_Total_students                   1.00       0.97            0.72
## Education_Below_9th grade                  0.94       0.97            0.71
## Education_9th to 12th grade_no diploma     0.98       0.97            0.74
## Education_High_school_graduate             0.98       0.93            0.66
## Education_Some college_no degree           0.99       0.96            0.75
## Education_Associates_degree                0.98       0.95            0.70
## Education_Bachelors_degree                 1.00       0.98            0.73
## Education_Graduate_professional degree     0.98       0.98            0.71
## U.S. citizen                               1.00       0.97            0.72
## Not a U.S. citizen                         0.95       0.97            0.72
## Total_age                                  1.00       0.97            0.73
## Age_under_18                               0.99       0.96            0.74
## Age_18_to_24                               1.00       0.97            0.74
## Age_25_to_34                               1.00       0.98            0.74
## Age_35_to_44                               1.00       0.97            0.74
## Age_45_to_54                               1.00       0.98            0.73
## Age_55_to_64                               0.99       0.97            0.70
## Age_over_64                                0.98       0.95            0.68
## Total                                      1.00       0.96            0.71
## Owner Occupied                             0.98       0.93            0.70
## Renter Occupied                            0.99       0.99            0.72
## Total_people                               1.00       0.97            0.73
## Total With Disabilities                    0.99       0.95            0.71
## Hearing                                    0.98       0.93            0.72
## Vision difficulty                          0.97       0.94            0.73
## cognative                                  0.99       0.95            0.71
## ambulatory difficulty                      0.98       0.95            0.71
## Self-care difficulty                       0.99       0.98            0.71
## Independent living difficulty              0.99       0.97            0.70
## No Disability                              1.00       0.98            0.73
## DisabilityRate                            -0.29      -0.26           -0.24
##                                        Not in labor force EmploymentRate
## In labor force:                                      0.99          -0.03
## Civilian labor force:                                0.99          -0.03
## Employed                                             0.99          -0.02
## Unemployed                                           0.97          -0.09
## In Armed Forces                                      0.72          -0.05
## Not in labor force                                   1.00          -0.11
## EmploymentRate                                      -0.11           1.00
## UnemploymentRate                                     0.32          -0.45
## NotInLaborForceRate                                  0.07          -0.96
## Education_Total_students                             1.00          -0.06
## Education_Below_9th grade                            0.93          -0.10
## Education_9th to 12th grade_no diploma               0.99          -0.13
## Education_High_school_graduate                       0.98          -0.10
## Education_Some college_no degree                     0.99          -0.05
## Education_Associates_degree                          0.99          -0.08
## Education_Bachelors_degree                           0.99          -0.02
## Education_Graduate_professional degree               0.97          -0.01
## U.S. citizen                                         1.00          -0.07
## Not a U.S. citizen                                   0.94          -0.03
## Total_age                                            1.00          -0.05
## Age_under_18                                         0.98          -0.03
## Age_18_to_24                                         0.99          -0.04
## Age_25_to_34                                         0.99          -0.04
## Age_35_to_44                                         0.99          -0.04
## Age_45_to_54                                         1.00          -0.06
## Age_55_to_64                                         1.00          -0.07
## Age_over_64                                          0.99          -0.10
## Total                                                0.99          -0.05
## Owner Occupied                                       0.98          -0.05
## Renter Occupied                                      0.99          -0.05
## Total_people                                         1.00          -0.05
## Total With Disabilities                              1.00          -0.13
## Hearing                                              0.99          -0.11
## Vision difficulty                                    0.98          -0.18
## cognative                                            0.99          -0.13
## ambulatory difficulty                                0.99          -0.16
## Self-care difficulty                                 1.00          -0.16
## Independent living difficulty                        1.00          -0.15
## No Disability                                        0.99          -0.04
## DisabilityRate                                      -0.21          -0.80
##                                        UnemploymentRate NotInLaborForceRate
## In labor force:                                    0.31               -0.02
## Civilian labor force:                              0.31               -0.02
## Employed                                           0.30               -0.02
## Unemployed                                         0.42                0.02
## In Armed Forces                                    0.17               -0.04
## Not in labor force                                 0.32                0.07
## EmploymentRate                                    -0.45               -0.96
## UnemploymentRate                                   1.00                0.22
## NotInLaborForceRate                                0.22                1.00
## Education_Total_students                           0.32                0.02
## Education_Below_9th grade                          0.35                0.04
## Education_9th to 12th grade_no diploma             0.32                0.09
## Education_High_school_graduate                     0.29                0.07
## Education_Some college_no degree                   0.28                0.01
## Education_Associates_degree                        0.29                0.05
## Education_Bachelors_degree                         0.33               -0.03
## Education_Graduate_professional degree             0.37               -0.05
## U.S. citizen                                       0.31                0.03
## Not a U.S. citizen                                 0.34               -0.04
## Total_age                                          0.31                0.01
## Age_under_18                                       0.29               -0.01
## Age_18_to_24                                       0.30                0.00
## Age_25_to_34                                       0.32               -0.01
## Age_35_to_44                                       0.31               -0.01
## Age_45_to_54                                       0.32                0.01
## Age_55_to_64                                       0.32                0.02
## Age_over_64                                        0.31                0.06
## Total                                              0.31                0.01
## Owner Occupied                                     0.28                0.02
## Renter Occupied                                    0.34               -0.01
## Total_people                                       0.31                0.01
## Total With Disabilities                            0.31                0.10
## Hearing                                            0.27                0.08
## Vision difficulty                                  0.32                0.14
## cognative                                          0.31                0.10
## ambulatory difficulty                              0.32                0.13
## Self-care difficulty                               0.35                0.11
## Independent living difficulty                      0.34                0.11
## No Disability                                      0.31                0.00
## DisabilityRate                                     0.03                0.87
##                                        Education_Total_students
## In labor force:                                            1.00
## Civilian labor force:                                      1.00
## Employed                                                   1.00
## Unemployed                                                 0.97
## In Armed Forces                                            0.72
## Not in labor force                                         1.00
## EmploymentRate                                            -0.06
## UnemploymentRate                                           0.32
## NotInLaborForceRate                                        0.02
## Education_Total_students                                   1.00
## Education_Below_9th grade                                  0.94
## Education_9th to 12th grade_no diploma                     0.99
## Education_High_school_graduate                             0.98
## Education_Some college_no degree                           0.99
## Education_Associates_degree                                0.99
## Education_Bachelors_degree                                 1.00
## Education_Graduate_professional degree                     0.98
## U.S. citizen                                               1.00
## Not a U.S. citizen                                         0.95
## Total_age                                                  1.00
## Age_under_18                                               0.99
## Age_18_to_24                                               0.99
## Age_25_to_34                                               1.00
## Age_35_to_44                                               1.00
## Age_45_to_54                                               1.00
## Age_55_to_64                                               1.00
## Age_over_64                                                0.99
## Total                                                      1.00
## Owner Occupied                                             0.98
## Renter Occupied                                            0.99
## Total_people                                               1.00
## Total With Disabilities                                    0.99
## Hearing                                                    0.99
## Vision difficulty                                          0.98
## cognative                                                  0.99
## ambulatory difficulty                                      0.99
## Self-care difficulty                                       0.99
## Independent living difficulty                              0.99
## No Disability                                              1.00
## DisabilityRate                                            -0.26
##                                        Education_Below_9th grade
## In labor force:                                             0.94
## Civilian labor force:                                       0.94
## Employed                                                    0.94
## Unemployed                                                  0.97
## In Armed Forces                                             0.71
## Not in labor force                                          0.93
## EmploymentRate                                             -0.10
## UnemploymentRate                                            0.35
## NotInLaborForceRate                                         0.04
## Education_Total_students                                    0.94
## Education_Below_9th grade                                   1.00
## Education_9th to 12th grade_no diploma                      0.96
## Education_High_school_graduate                              0.87
## Education_Some college_no degree                            0.94
## Education_Associates_degree                                 0.90
## Education_Bachelors_degree                                  0.94
## Education_Graduate_professional degree                      0.92
## U.S. citizen                                                0.93
## Not a U.S. citizen                                          0.99
## Total_age                                                   0.94
## Age_under_18                                                0.95
## Age_18_to_24                                                0.95
## Age_25_to_34                                                0.96
## Age_35_to_44                                                0.96
## Age_45_to_54                                                0.95
## Age_55_to_64                                                0.92
## Age_over_64                                                 0.90
## Total                                                       0.92
## Owner Occupied                                              0.88
## Renter Occupied                                             0.96
## Total_people                                                0.94
## Total With Disabilities                                     0.91
## Hearing                                                     0.91
## Vision difficulty                                           0.93
## cognative                                                   0.92
## ambulatory difficulty                                       0.91
## Self-care difficulty                                        0.95
## Independent living difficulty                               0.93
## No Disability                                               0.95
## DisabilityRate                                             -0.20
##                                        Education_9th to 12th grade_no diploma
## In labor force:                                                          0.98
## Civilian labor force:                                                    0.98
## Employed                                                                 0.98
## Unemployed                                                               0.97
## In Armed Forces                                                          0.74
## Not in labor force                                                       0.99
## EmploymentRate                                                          -0.13
## UnemploymentRate                                                         0.32
## NotInLaborForceRate                                                      0.09
## Education_Total_students                                                 0.99
## Education_Below_9th grade                                                0.96
## Education_9th to 12th grade_no diploma                                   1.00
## Education_High_school_graduate                                           0.96
## Education_Some college_no degree                                         0.98
## Education_Associates_degree                                              0.96
## Education_Bachelors_degree                                               0.97
## Education_Graduate_professional degree                                   0.95
## U.S. citizen                                                             0.99
## Not a U.S. citizen                                                       0.95
## Total_age                                                                0.99
## Age_under_18                                                             0.99
## Age_18_to_24                                                             0.99
## Age_25_to_34                                                             0.99
## Age_35_to_44                                                             0.99
## Age_45_to_54                                                             0.99
## Age_55_to_64                                                             0.98
## Age_over_64                                                              0.96
## Total                                                                    0.98
## Owner Occupied                                                           0.96
## Renter Occupied                                                          0.98
## Total_people                                                             0.99
## Total With Disabilities                                                  0.98
## Hearing                                                                  0.98
## Vision difficulty                                                        0.99
## cognative                                                                0.98
## ambulatory difficulty                                                    0.98
## Self-care difficulty                                                     0.99
## Independent living difficulty                                            0.99
## No Disability                                                            0.99
## DisabilityRate                                                          -0.18
##                                        Education_High_school_graduate
## In labor force:                                                  0.97
## Civilian labor force:                                            0.97
## Employed                                                         0.98
## Unemployed                                                       0.93
## In Armed Forces                                                  0.66
## Not in labor force                                               0.98
## EmploymentRate                                                  -0.10
## UnemploymentRate                                                 0.29
## NotInLaborForceRate                                              0.07
## Education_Total_students                                         0.98
## Education_Below_9th grade                                        0.87
## Education_9th to 12th grade_no diploma                           0.96
## Education_High_school_graduate                                   1.00
## Education_Some college_no degree                                 0.96
## Education_Associates_degree                                      0.98
## Education_Bachelors_degree                                       0.96
## Education_Graduate_professional degree                           0.94
## U.S. citizen                                                     0.98
## Not a U.S. citizen                                               0.87
## Total_age                                                        0.98
## Age_under_18                                                     0.97
## Age_18_to_24                                                     0.97
## Age_25_to_34                                                     0.96
## Age_35_to_44                                                     0.97
## Age_45_to_54                                                     0.98
## Age_55_to_64                                                     0.99
## Age_over_64                                                      0.99
## Total                                                            0.99
## Owner Occupied                                                   0.99
## Renter Occupied                                                  0.96
## Total_people                                                     0.98
## Total With Disabilities                                          0.99
## Hearing                                                          0.99
## Vision difficulty                                                0.97
## cognative                                                        0.99
## ambulatory difficulty                                            0.99
## Self-care difficulty                                             0.97
## Independent living difficulty                                    0.98
## No Disability                                                    0.97
## DisabilityRate                                                  -0.20
##                                        Education_Some college_no degree
## In labor force:                                                    0.99
## Civilian labor force:                                              0.99
## Employed                                                           0.99
## Unemployed                                                         0.96
## In Armed Forces                                                    0.75
## Not in labor force                                                 0.99
## EmploymentRate                                                    -0.05
## UnemploymentRate                                                   0.28
## NotInLaborForceRate                                                0.01
## Education_Total_students                                           0.99
## Education_Below_9th grade                                          0.94
## Education_9th to 12th grade_no diploma                             0.98
## Education_High_school_graduate                                     0.96
## Education_Some college_no degree                                   1.00
## Education_Associates_degree                                        0.98
## Education_Bachelors_degree                                         0.98
## Education_Graduate_professional degree                             0.95
## U.S. citizen                                                       0.99
## Not a U.S. citizen                                                 0.94
## Total_age                                                          0.99
## Age_under_18                                                       0.99
## Age_18_to_24                                                       0.99
## Age_25_to_34                                                       0.99
## Age_35_to_44                                                       0.99
## Age_45_to_54                                                       0.99
## Age_55_to_64                                                       0.98
## Age_over_64                                                        0.97
## Total                                                              0.99
## Owner Occupied                                                     0.98
## Renter Occupied                                                    0.98
## Total_people                                                       0.99
## Total With Disabilities                                            0.98
## Hearing                                                            0.99
## Vision difficulty                                                  0.97
## cognative                                                          0.98
## ambulatory difficulty                                              0.98
## Self-care difficulty                                               0.98
## Independent living difficulty                                      0.98
## No Disability                                                      0.99
## DisabilityRate                                                    -0.25
##                                        Education_Associates_degree
## In labor force:                                               0.98
## Civilian labor force:                                         0.98
## Employed                                                      0.98
## Unemployed                                                    0.95
## In Armed Forces                                               0.70
## Not in labor force                                            0.99
## EmploymentRate                                               -0.08
## UnemploymentRate                                              0.29
## NotInLaborForceRate                                           0.05
## Education_Total_students                                      0.99
## Education_Below_9th grade                                     0.90
## Education_9th to 12th grade_no diploma                        0.96
## Education_High_school_graduate                                0.98
## Education_Some college_no degree                              0.98
## Education_Associates_degree                                   1.00
## Education_Bachelors_degree                                    0.98
## Education_Graduate_professional degree                        0.96
## U.S. citizen                                                  0.99
## Not a U.S. citizen                                            0.91
## Total_age                                                     0.98
## Age_under_18                                                  0.97
## Age_18_to_24                                                  0.97
## Age_25_to_34                                                  0.97
## Age_35_to_44                                                  0.97
## Age_45_to_54                                                  0.98
## Age_55_to_64                                                  0.99
## Age_over_64                                                   0.99
## Total                                                         0.99
## Owner Occupied                                                0.98
## Renter Occupied                                               0.97
## Total_people                                                  0.98
## Total With Disabilities                                       0.99
## Hearing                                                       0.98
## Vision difficulty                                             0.96
## cognative                                                     0.98
## ambulatory difficulty                                         0.98
## Self-care difficulty                                          0.98
## Independent living difficulty                                 0.99
## No Disability                                                 0.98
## DisabilityRate                                               -0.24
##                                        Education_Bachelors_degree
## In labor force:                                              1.00
## Civilian labor force:                                        1.00
## Employed                                                     1.00
## Unemployed                                                   0.98
## In Armed Forces                                              0.73
## Not in labor force                                           0.99
## EmploymentRate                                              -0.02
## UnemploymentRate                                             0.33
## NotInLaborForceRate                                         -0.03
## Education_Total_students                                     1.00
## Education_Below_9th grade                                    0.94
## Education_9th to 12th grade_no diploma                       0.97
## Education_High_school_graduate                               0.96
## Education_Some college_no degree                             0.98
## Education_Associates_degree                                  0.98
## Education_Bachelors_degree                                   1.00
## Education_Graduate_professional degree                       0.99
## U.S. citizen                                                 0.99
## Not a U.S. citizen                                           0.95
## Total_age                                                    0.99
## Age_under_18                                                 0.98
## Age_18_to_24                                                 0.99
## Age_25_to_34                                                 0.99
## Age_35_to_44                                                 0.99
## Age_45_to_54                                                 1.00
## Age_55_to_64                                                 0.99
## Age_over_64                                                  0.98
## Total                                                        0.99
## Owner Occupied                                               0.97
## Renter Occupied                                              0.99
## Total_people                                                 0.99
## Total With Disabilities                                      0.98
## Hearing                                                      0.97
## Vision difficulty                                            0.96
## cognative                                                    0.98
## ambulatory difficulty                                        0.97
## Self-care difficulty                                         0.98
## Independent living difficulty                                0.98
## No Disability                                                1.00
## DisabilityRate                                              -0.31
##                                        Education_Graduate_professional degree
## In labor force:                                                          0.98
## Civilian labor force:                                                    0.98
## Employed                                                                 0.98
## Unemployed                                                               0.98
## In Armed Forces                                                          0.71
## Not in labor force                                                       0.97
## EmploymentRate                                                          -0.01
## UnemploymentRate                                                         0.37
## NotInLaborForceRate                                                     -0.05
## Education_Total_students                                                 0.98
## Education_Below_9th grade                                                0.92
## Education_9th to 12th grade_no diploma                                   0.95
## Education_High_school_graduate                                           0.94
## Education_Some college_no degree                                         0.95
## Education_Associates_degree                                              0.96
## Education_Bachelors_degree                                               0.99
## Education_Graduate_professional degree                                   1.00
## U.S. citizen                                                             0.97
## Not a U.S. citizen                                                       0.93
## Total_age                                                                0.98
## Age_under_18                                                             0.96
## Age_18_to_24                                                             0.97
## Age_25_to_34                                                             0.97
## Age_35_to_44                                                             0.97
## Age_45_to_54                                                             0.98
## Age_55_to_64                                                             0.98
## Age_over_64                                                              0.97
## Total                                                                    0.97
## Owner Occupied                                                           0.95
## Renter Occupied                                                          0.98
## Total_people                                                             0.98
## Total With Disabilities                                                  0.95
## Hearing                                                                  0.94
## Vision difficulty                                                        0.93
## cognative                                                                0.95
## ambulatory difficulty                                                    0.95
## Self-care difficulty                                                     0.97
## Independent living difficulty                                            0.97
## No Disability                                                            0.98
## DisabilityRate                                                          -0.34
##                                        U.S. citizen Not a U.S. citizen
## In labor force:                                1.00               0.95
## Civilian labor force:                          1.00               0.95
## Employed                                       1.00               0.95
## Unemployed                                     0.97               0.97
## In Armed Forces                                0.72               0.72
## Not in labor force                             1.00               0.94
## EmploymentRate                                -0.07              -0.03
## UnemploymentRate                               0.31               0.34
## NotInLaborForceRate                            0.03              -0.04
## Education_Total_students                       1.00               0.95
## Education_Below_9th grade                      0.93               0.99
## Education_9th to 12th grade_no diploma         0.99               0.95
## Education_High_school_graduate                 0.98               0.87
## Education_Some college_no degree               0.99               0.94
## Education_Associates_degree                    0.99               0.91
## Education_Bachelors_degree                     0.99               0.95
## Education_Graduate_professional degree         0.97               0.93
## U.S. citizen                                   1.00               0.94
## Not a U.S. citizen                             0.94               1.00
## Total_age                                      1.00               0.95
## Age_under_18                                   0.99               0.95
## Age_18_to_24                                   1.00               0.95
## Age_25_to_34                                   0.99               0.96
## Age_35_to_44                                   1.00               0.96
## Age_45_to_54                                   1.00               0.95
## Age_55_to_64                                   1.00               0.93
## Age_over_64                                    0.98               0.91
## Total                                          1.00               0.93
## Owner Occupied                                 0.99               0.88
## Renter Occupied                                0.99               0.96
## Total_people                                   1.00               0.95
## Total With Disabilities                        0.99               0.91
## Hearing                                        0.99               0.91
## Vision difficulty                              0.98               0.91
## cognative                                      0.99               0.91
## ambulatory difficulty                          0.99               0.91
## Self-care difficulty                           0.99               0.94
## Independent living difficulty                  0.99               0.93
## No Disability                                  1.00               0.95
## DisabilityRate                                -0.24              -0.30
##                                        Total_age Age_under_18 Age_18_to_24
## In labor force:                             1.00         0.99         1.00
## Civilian labor force:                       1.00         0.99         1.00
## Employed                                    1.00         0.99         1.00
## Unemployed                                  0.97         0.96         0.97
## In Armed Forces                             0.73         0.74         0.74
## Not in labor force                          1.00         0.98         0.99
## EmploymentRate                             -0.05        -0.03        -0.04
## UnemploymentRate                            0.31         0.29         0.30
## NotInLaborForceRate                         0.01        -0.01         0.00
## Education_Total_students                    1.00         0.99         0.99
## Education_Below_9th grade                   0.94         0.95         0.95
## Education_9th to 12th grade_no diploma      0.99         0.99         0.99
## Education_High_school_graduate              0.98         0.97         0.97
## Education_Some college_no degree            0.99         0.99         0.99
## Education_Associates_degree                 0.98         0.97         0.97
## Education_Bachelors_degree                  0.99         0.98         0.99
## Education_Graduate_professional degree      0.98         0.96         0.97
## U.S. citizen                                1.00         0.99         1.00
## Not a U.S. citizen                          0.95         0.95         0.95
## Total_age                                   1.00         0.99         1.00
## Age_under_18                                0.99         1.00         1.00
## Age_18_to_24                                1.00         1.00         1.00
## Age_25_to_34                                1.00         1.00         1.00
## Age_35_to_44                                1.00         1.00         1.00
## Age_45_to_54                                1.00         0.99         1.00
## Age_55_to_64                                1.00         0.98         0.99
## Age_over_64                                 0.98         0.96         0.97
## Total                                       1.00         0.99         0.99
## Owner Occupied                              0.98         0.98         0.98
## Renter Occupied                             0.99         0.99         0.99
## Total_people                                1.00         0.99         1.00
## Total With Disabilities                     0.99         0.98         0.99
## Hearing                                     0.99         0.98         0.98
## Vision difficulty                           0.98         0.98         0.98
## cognative                                   0.99         0.98         0.99
## ambulatory difficulty                       0.99         0.98         0.98
## Self-care difficulty                        0.99         0.98         0.98
## Independent living difficulty               0.99         0.98         0.98
## No Disability                               1.00         1.00         1.00
## DisabilityRate                             -0.26        -0.27        -0.26
##                                        Age_25_to_34 Age_35_to_44 Age_45_to_54
## In labor force:                                1.00         1.00         1.00
## Civilian labor force:                          1.00         1.00         1.00
## Employed                                       1.00         1.00         1.00
## Unemployed                                     0.98         0.97         0.98
## In Armed Forces                                0.74         0.74         0.73
## Not in labor force                             0.99         0.99         1.00
## EmploymentRate                                -0.04        -0.04        -0.06
## UnemploymentRate                               0.32         0.31         0.32
## NotInLaborForceRate                           -0.01        -0.01         0.01
## Education_Total_students                       1.00         1.00         1.00
## Education_Below_9th grade                      0.96         0.96         0.95
## Education_9th to 12th grade_no diploma         0.99         0.99         0.99
## Education_High_school_graduate                 0.96         0.97         0.98
## Education_Some college_no degree               0.99         0.99         0.99
## Education_Associates_degree                    0.97         0.97         0.98
## Education_Bachelors_degree                     0.99         0.99         1.00
## Education_Graduate_professional degree         0.97         0.97         0.98
## U.S. citizen                                   0.99         1.00         1.00
## Not a U.S. citizen                             0.96         0.96         0.95
## Total_age                                      1.00         1.00         1.00
## Age_under_18                                   1.00         1.00         0.99
## Age_18_to_24                                   1.00         1.00         1.00
## Age_25_to_34                                   1.00         1.00         1.00
## Age_35_to_44                                   1.00         1.00         1.00
## Age_45_to_54                                   1.00         1.00         1.00
## Age_55_to_64                                   0.99         0.99         1.00
## Age_over_64                                    0.97         0.97         0.98
## Total                                          0.99         0.99         1.00
## Owner Occupied                                 0.97         0.98         0.98
## Renter Occupied                                0.99         0.99         0.99
## Total_people                                   1.00         1.00         1.00
## Total With Disabilities                        0.98         0.98         0.99
## Hearing                                        0.98         0.98         0.98
## Vision difficulty                              0.97         0.98         0.98
## cognative                                      0.98         0.98         0.99
## ambulatory difficulty                          0.98         0.98         0.99
## Self-care difficulty                           0.99         0.99         0.99
## Independent living difficulty                  0.98         0.98         0.99
## No Disability                                  1.00         1.00         1.00
## DisabilityRate                                -0.27        -0.27        -0.26
##                                        Age_55_to_64 Age_over_64 Total
## In labor force:                                0.99        0.98  1.00
## Civilian labor force:                          1.00        0.98  1.00
## Employed                                       0.99        0.98  1.00
## Unemployed                                     0.97        0.95  0.96
## In Armed Forces                                0.70        0.68  0.71
## Not in labor force                             1.00        0.99  0.99
## EmploymentRate                                -0.07       -0.10 -0.05
## UnemploymentRate                               0.32        0.31  0.31
## NotInLaborForceRate                            0.02        0.06  0.01
## Education_Total_students                       1.00        0.99  1.00
## Education_Below_9th grade                      0.92        0.90  0.92
## Education_9th to 12th grade_no diploma         0.98        0.96  0.98
## Education_High_school_graduate                 0.99        0.99  0.99
## Education_Some college_no degree               0.98        0.97  0.99
## Education_Associates_degree                    0.99        0.99  0.99
## Education_Bachelors_degree                     0.99        0.98  0.99
## Education_Graduate_professional degree         0.98        0.97  0.97
## U.S. citizen                                   1.00        0.98  1.00
## Not a U.S. citizen                             0.93        0.91  0.93
## Total_age                                      1.00        0.98  1.00
## Age_under_18                                   0.98        0.96  0.99
## Age_18_to_24                                   0.99        0.97  0.99
## Age_25_to_34                                   0.99        0.97  0.99
## Age_35_to_44                                   0.99        0.97  0.99
## Age_45_to_54                                   1.00        0.98  1.00
## Age_55_to_64                                   1.00        0.99  1.00
## Age_over_64                                    0.99        1.00  0.99
## Total                                          1.00        0.99  1.00
## Owner Occupied                                 0.99        0.98  0.99
## Renter Occupied                                0.99        0.97  0.99
## Total_people                                   1.00        0.98  1.00
## Total With Disabilities                        0.99        0.99  0.99
## Hearing                                        0.98        0.98  0.99
## Vision difficulty                              0.97        0.96  0.98
## cognative                                      0.99        0.98  0.99
## ambulatory difficulty                          0.99        0.99  0.99
## Self-care difficulty                           0.99        0.98  0.99
## Independent living difficulty                  0.99        0.99  0.99
## No Disability                                  0.99        0.98  1.00
## DisabilityRate                                -0.26       -0.23 -0.26
##                                        Owner Occupied Renter Occupied
## In labor force:                                  0.98            0.99
## Civilian labor force:                            0.98            0.99
## Employed                                         0.98            0.99
## Unemployed                                       0.93            0.99
## In Armed Forces                                  0.70            0.72
## Not in labor force                               0.98            0.99
## EmploymentRate                                  -0.05           -0.05
## UnemploymentRate                                 0.28            0.34
## NotInLaborForceRate                              0.02           -0.01
## Education_Total_students                         0.98            0.99
## Education_Below_9th grade                        0.88            0.96
## Education_9th to 12th grade_no diploma           0.96            0.98
## Education_High_school_graduate                   0.99            0.96
## Education_Some college_no degree                 0.98            0.98
## Education_Associates_degree                      0.98            0.97
## Education_Bachelors_degree                       0.97            0.99
## Education_Graduate_professional degree           0.95            0.98
## U.S. citizen                                     0.99            0.99
## Not a U.S. citizen                               0.88            0.96
## Total_age                                        0.98            0.99
## Age_under_18                                     0.98            0.99
## Age_18_to_24                                     0.98            0.99
## Age_25_to_34                                     0.97            0.99
## Age_35_to_44                                     0.98            0.99
## Age_45_to_54                                     0.98            0.99
## Age_55_to_64                                     0.99            0.99
## Age_over_64                                      0.98            0.97
## Total                                            0.99            0.99
## Owner Occupied                                   1.00            0.96
## Renter Occupied                                  0.96            1.00
## Total_people                                     0.98            0.99
## Total With Disabilities                          0.99            0.98
## Hearing                                          0.99            0.97
## Vision difficulty                                0.97            0.96
## cognative                                        0.99            0.98
## ambulatory difficulty                            0.99            0.97
## Self-care difficulty                             0.97            0.99
## Independent living difficulty                    0.98            0.98
## No Disability                                    0.98            0.99
## DisabilityRate                                  -0.25           -0.27
##                                        Total_people Total With Disabilities
## In labor force:                                1.00                    0.99
## Civilian labor force:                          1.00                    0.99
## Employed                                       1.00                    0.99
## Unemployed                                     0.97                    0.95
## In Armed Forces                                0.73                    0.71
## Not in labor force                             1.00                    1.00
## EmploymentRate                                -0.05                   -0.13
## UnemploymentRate                               0.31                    0.31
## NotInLaborForceRate                            0.01                    0.10
## Education_Total_students                       1.00                    0.99
## Education_Below_9th grade                      0.94                    0.91
## Education_9th to 12th grade_no diploma         0.99                    0.98
## Education_High_school_graduate                 0.98                    0.99
## Education_Some college_no degree               0.99                    0.98
## Education_Associates_degree                    0.98                    0.99
## Education_Bachelors_degree                     0.99                    0.98
## Education_Graduate_professional degree         0.98                    0.95
## U.S. citizen                                   1.00                    0.99
## Not a U.S. citizen                             0.95                    0.91
## Total_age                                      1.00                    0.99
## Age_under_18                                   0.99                    0.98
## Age_18_to_24                                   1.00                    0.99
## Age_25_to_34                                   1.00                    0.98
## Age_35_to_44                                   1.00                    0.98
## Age_45_to_54                                   1.00                    0.99
## Age_55_to_64                                   1.00                    0.99
## Age_over_64                                    0.98                    0.99
## Total                                          1.00                    0.99
## Owner Occupied                                 0.98                    0.99
## Renter Occupied                                0.99                    0.98
## Total_people                                   1.00                    0.99
## Total With Disabilities                        0.99                    1.00
## Hearing                                        0.99                    1.00
## Vision difficulty                              0.98                    0.99
## cognative                                      0.99                    1.00
## ambulatory difficulty                          0.99                    1.00
## Self-care difficulty                           0.99                    0.99
## Independent living difficulty                  0.99                    0.99
## No Disability                                  1.00                    0.99
## DisabilityRate                                -0.26                   -0.17
##                                        Hearing Vision difficulty cognative
## In labor force:                           0.98              0.97      0.99
## Civilian labor force:                     0.98              0.97      0.99
## Employed                                  0.98              0.97      0.99
## Unemployed                                0.93              0.94      0.95
## In Armed Forces                           0.72              0.73      0.71
## Not in labor force                        0.99              0.98      0.99
## EmploymentRate                           -0.11             -0.18     -0.13
## UnemploymentRate                          0.27              0.32      0.31
## NotInLaborForceRate                       0.08              0.14      0.10
## Education_Total_students                  0.99              0.98      0.99
## Education_Below_9th grade                 0.91              0.93      0.92
## Education_9th to 12th grade_no diploma    0.98              0.99      0.98
## Education_High_school_graduate            0.99              0.97      0.99
## Education_Some college_no degree          0.99              0.97      0.98
## Education_Associates_degree               0.98              0.96      0.98
## Education_Bachelors_degree                0.97              0.96      0.98
## Education_Graduate_professional degree    0.94              0.93      0.95
## U.S. citizen                              0.99              0.98      0.99
## Not a U.S. citizen                        0.91              0.91      0.91
## Total_age                                 0.99              0.98      0.99
## Age_under_18                              0.98              0.98      0.98
## Age_18_to_24                              0.98              0.98      0.99
## Age_25_to_34                              0.98              0.97      0.98
## Age_35_to_44                              0.98              0.98      0.98
## Age_45_to_54                              0.98              0.98      0.99
## Age_55_to_64                              0.98              0.97      0.99
## Age_over_64                               0.98              0.96      0.98
## Total                                     0.99              0.98      0.99
## Owner Occupied                            0.99              0.97      0.99
## Renter Occupied                           0.97              0.96      0.98
## Total_people                              0.99              0.98      0.99
## Total With Disabilities                   1.00              0.99      1.00
## Hearing                                   1.00              0.99      1.00
## Vision difficulty                         0.99              1.00      0.99
## cognative                                 1.00              0.99      1.00
## ambulatory difficulty                     0.99              0.99      1.00
## Self-care difficulty                      0.98              0.98      0.99
## Independent living difficulty             0.98              0.98      0.99
## No Disability                             0.98              0.98      0.99
## DisabilityRate                           -0.18             -0.11     -0.16
##                                        ambulatory difficulty
## In labor force:                                         0.98
## Civilian labor force:                                   0.98
## Employed                                                0.98
## Unemployed                                              0.95
## In Armed Forces                                         0.71
## Not in labor force                                      0.99
## EmploymentRate                                         -0.16
## UnemploymentRate                                        0.32
## NotInLaborForceRate                                     0.13
## Education_Total_students                                0.99
## Education_Below_9th grade                               0.91
## Education_9th to 12th grade_no diploma                  0.98
## Education_High_school_graduate                          0.99
## Education_Some college_no degree                        0.98
## Education_Associates_degree                             0.98
## Education_Bachelors_degree                              0.97
## Education_Graduate_professional degree                  0.95
## U.S. citizen                                            0.99
## Not a U.S. citizen                                      0.91
## Total_age                                               0.99
## Age_under_18                                            0.98
## Age_18_to_24                                            0.98
## Age_25_to_34                                            0.98
## Age_35_to_44                                            0.98
## Age_45_to_54                                            0.99
## Age_55_to_64                                            0.99
## Age_over_64                                             0.99
## Total                                                   0.99
## Owner Occupied                                          0.99
## Renter Occupied                                         0.97
## Total_people                                            0.99
## Total With Disabilities                                 1.00
## Hearing                                                 0.99
## Vision difficulty                                       0.99
## cognative                                               1.00
## ambulatory difficulty                                   1.00
## Self-care difficulty                                    0.99
## Independent living difficulty                           0.99
## No Disability                                           0.98
## DisabilityRate                                         -0.14
##                                        Self-care difficulty
## In labor force:                                        0.99
## Civilian labor force:                                  0.99
## Employed                                               0.99
## Unemployed                                             0.98
## In Armed Forces                                        0.71
## Not in labor force                                     1.00
## EmploymentRate                                        -0.16
## UnemploymentRate                                       0.35
## NotInLaborForceRate                                    0.11
## Education_Total_students                               0.99
## Education_Below_9th grade                              0.95
## Education_9th to 12th grade_no diploma                 0.99
## Education_High_school_graduate                         0.97
## Education_Some college_no degree                       0.98
## Education_Associates_degree                            0.98
## Education_Bachelors_degree                             0.98
## Education_Graduate_professional degree                 0.97
## U.S. citizen                                           0.99
## Not a U.S. citizen                                     0.94
## Total_age                                              0.99
## Age_under_18                                           0.98
## Age_18_to_24                                           0.98
## Age_25_to_34                                           0.99
## Age_35_to_44                                           0.99
## Age_45_to_54                                           0.99
## Age_55_to_64                                           0.99
## Age_over_64                                            0.98
## Total                                                  0.99
## Owner Occupied                                         0.97
## Renter Occupied                                        0.99
## Total_people                                           0.99
## Total With Disabilities                                0.99
## Hearing                                                0.98
## Vision difficulty                                      0.98
## cognative                                              0.99
## ambulatory difficulty                                  0.99
## Self-care difficulty                                   1.00
## Independent living difficulty                          1.00
## No Disability                                          0.99
## DisabilityRate                                        -0.16
##                                        Independent living difficulty
## In labor force:                                                 0.99
## Civilian labor force:                                           0.99
## Employed                                                        0.99
## Unemployed                                                      0.97
## In Armed Forces                                                 0.70
## Not in labor force                                              1.00
## EmploymentRate                                                 -0.15
## UnemploymentRate                                                0.34
## NotInLaborForceRate                                             0.11
## Education_Total_students                                        0.99
## Education_Below_9th grade                                       0.93
## Education_9th to 12th grade_no diploma                          0.99
## Education_High_school_graduate                                  0.98
## Education_Some college_no degree                                0.98
## Education_Associates_degree                                     0.99
## Education_Bachelors_degree                                      0.98
## Education_Graduate_professional degree                          0.97
## U.S. citizen                                                    0.99
## Not a U.S. citizen                                              0.93
## Total_age                                                       0.99
## Age_under_18                                                    0.98
## Age_18_to_24                                                    0.98
## Age_25_to_34                                                    0.98
## Age_35_to_44                                                    0.98
## Age_45_to_54                                                    0.99
## Age_55_to_64                                                    0.99
## Age_over_64                                                     0.99
## Total                                                           0.99
## Owner Occupied                                                  0.98
## Renter Occupied                                                 0.98
## Total_people                                                    0.99
## Total With Disabilities                                         0.99
## Hearing                                                         0.98
## Vision difficulty                                               0.98
## cognative                                                       0.99
## ambulatory difficulty                                           0.99
## Self-care difficulty                                            1.00
## Independent living difficulty                                   1.00
## No Disability                                                   0.99
## DisabilityRate                                                 -0.16
##                                        No Disability DisabilityRate
## In labor force:                                 1.00          -0.29
## Civilian labor force:                           1.00          -0.29
## Employed                                        1.00          -0.29
## Unemployed                                      0.98          -0.26
## In Armed Forces                                 0.73          -0.24
## Not in labor force                              0.99          -0.21
## EmploymentRate                                 -0.04          -0.80
## UnemploymentRate                                0.31           0.03
## NotInLaborForceRate                             0.00           0.87
## Education_Total_students                        1.00          -0.26
## Education_Below_9th grade                       0.95          -0.20
## Education_9th to 12th grade_no diploma          0.99          -0.18
## Education_High_school_graduate                  0.97          -0.20
## Education_Some college_no degree                0.99          -0.25
## Education_Associates_degree                     0.98          -0.24
## Education_Bachelors_degree                      1.00          -0.31
## Education_Graduate_professional degree          0.98          -0.34
## U.S. citizen                                    1.00          -0.24
## Not a U.S. citizen                              0.95          -0.30
## Total_age                                       1.00          -0.26
## Age_under_18                                    1.00          -0.27
## Age_18_to_24                                    1.00          -0.26
## Age_25_to_34                                    1.00          -0.27
## Age_35_to_44                                    1.00          -0.27
## Age_45_to_54                                    1.00          -0.26
## Age_55_to_64                                    0.99          -0.26
## Age_over_64                                     0.98          -0.23
## Total                                           1.00          -0.26
## Owner Occupied                                  0.98          -0.25
## Renter Occupied                                 0.99          -0.27
## Total_people                                    1.00          -0.26
## Total With Disabilities                         0.99          -0.17
## Hearing                                         0.98          -0.18
## Vision difficulty                               0.98          -0.11
## cognative                                       0.99          -0.16
## ambulatory difficulty                           0.98          -0.14
## Self-care difficulty                            0.99          -0.16
## Independent living difficulty                   0.99          -0.16
## No Disability                                   1.00          -0.27
## DisabilityRate                                 -0.27           1.00
In labor force: Civilian labor force: Employed Unemployed In Armed Forces Not in labor force EmploymentRate UnemploymentRate NotInLaborForceRate Education_Total_students Education_Below_9th grade Education_9th to 12th grade_no diploma Education_High_school_graduate Education_Some college_no degree Education_Associates_degree Education_Bachelors_degree Education_Graduate_professional degree U.S. citizen Not a U.S. citizen Total_age Age_under_18 Age_18_to_24 Age_25_to_34 Age_35_to_44 Age_45_to_54 Age_55_to_64 Age_over_64 Total Owner Occupied Renter Occupied Total_people Total With Disabilities Hearing Vision difficulty cognative ambulatory difficulty Self-care difficulty Independent living difficulty No Disability DisabilityRate
In labor force: 1.00 1.00 1.00 0.97 0.73 0.99 -0.03 0.31 -0.02 1.00 0.94 0.98 0.97 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 0.99 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.97 0.99 0.98 0.99 0.99 1.00 -0.29
Civilian labor force: 1.00 1.00 1.00 0.98 0.72 0.99 -0.03 0.31 -0.02 1.00 0.94 0.98 0.97 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.97 0.99 0.98 0.99 0.99 1.00 -0.29
Employed 1.00 1.00 1.00 0.97 0.73 0.99 -0.02 0.30 -0.02 1.00 0.94 0.98 0.98 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 0.99 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.97 0.99 0.98 0.99 0.99 1.00 -0.29
Unemployed 0.97 0.98 0.97 1.00 0.68 0.97 -0.09 0.42 0.02 0.97 0.97 0.97 0.93 0.96 0.95 0.98 0.98 0.97 0.97 0.97 0.96 0.97 0.98 0.97 0.98 0.97 0.95 0.96 0.93 0.99 0.97 0.95 0.93 0.94 0.95 0.95 0.98 0.97 0.98 -0.26
In Armed Forces 0.73 0.72 0.73 0.68 1.00 0.72 -0.05 0.17 -0.04 0.72 0.71 0.74 0.66 0.75 0.70 0.73 0.71 0.72 0.72 0.73 0.74 0.74 0.74 0.74 0.73 0.70 0.68 0.71 0.70 0.72 0.73 0.71 0.72 0.73 0.71 0.71 0.71 0.70 0.73 -0.24
Not in labor force 0.99 0.99 0.99 0.97 0.72 1.00 -0.11 0.32 0.07 1.00 0.93 0.99 0.98 0.99 0.99 0.99 0.97 1.00 0.94 1.00 0.98 0.99 0.99 0.99 1.00 1.00 0.99 0.99 0.98 0.99 1.00 1.00 0.99 0.98 0.99 0.99 1.00 1.00 0.99 -0.21
EmploymentRate -0.03 -0.03 -0.02 -0.09 -0.05 -0.11 1.00 -0.45 -0.96 -0.06 -0.10 -0.13 -0.10 -0.05 -0.08 -0.02 -0.01 -0.07 -0.03 -0.05 -0.03 -0.04 -0.04 -0.04 -0.06 -0.07 -0.10 -0.05 -0.05 -0.05 -0.05 -0.13 -0.11 -0.18 -0.13 -0.16 -0.16 -0.15 -0.04 -0.80
UnemploymentRate 0.31 0.31 0.30 0.42 0.17 0.32 -0.45 1.00 0.22 0.32 0.35 0.32 0.29 0.28 0.29 0.33 0.37 0.31 0.34 0.31 0.29 0.30 0.32 0.31 0.32 0.32 0.31 0.31 0.28 0.34 0.31 0.31 0.27 0.32 0.31 0.32 0.35 0.34 0.31 0.03
NotInLaborForceRate -0.02 -0.02 -0.02 0.02 -0.04 0.07 -0.96 0.22 1.00 0.02 0.04 0.09 0.07 0.01 0.05 -0.03 -0.05 0.03 -0.04 0.01 -0.01 0.00 -0.01 -0.01 0.01 0.02 0.06 0.01 0.02 -0.01 0.01 0.10 0.08 0.14 0.10 0.13 0.11 0.11 0.00 0.87
Education_Total_students 1.00 1.00 1.00 0.97 0.72 1.00 -0.06 0.32 0.02 1.00 0.94 0.99 0.98 0.99 0.99 1.00 0.98 1.00 0.95 1.00 0.99 0.99 1.00 1.00 1.00 1.00 0.99 1.00 0.98 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Education_Below_9th grade 0.94 0.94 0.94 0.97 0.71 0.93 -0.10 0.35 0.04 0.94 1.00 0.96 0.87 0.94 0.90 0.94 0.92 0.93 0.99 0.94 0.95 0.95 0.96 0.96 0.95 0.92 0.90 0.92 0.88 0.96 0.94 0.91 0.91 0.93 0.92 0.91 0.95 0.93 0.95 -0.20
Education_9th to 12th grade_no diploma 0.98 0.98 0.98 0.97 0.74 0.99 -0.13 0.32 0.09 0.99 0.96 1.00 0.96 0.98 0.96 0.97 0.95 0.99 0.95 0.99 0.99 0.99 0.99 0.99 0.99 0.98 0.96 0.98 0.96 0.98 0.99 0.98 0.98 0.99 0.98 0.98 0.99 0.99 0.99 -0.18
Education_High_school_graduate 0.97 0.97 0.98 0.93 0.66 0.98 -0.10 0.29 0.07 0.98 0.87 0.96 1.00 0.96 0.98 0.96 0.94 0.98 0.87 0.98 0.97 0.97 0.96 0.97 0.98 0.99 0.99 0.99 0.99 0.96 0.98 0.99 0.99 0.97 0.99 0.99 0.97 0.98 0.97 -0.20
Education_Some college_no degree 0.99 0.99 0.99 0.96 0.75 0.99 -0.05 0.28 0.01 0.99 0.94 0.98 0.96 1.00 0.98 0.98 0.95 0.99 0.94 0.99 0.99 0.99 0.99 0.99 0.99 0.98 0.97 0.99 0.98 0.98 0.99 0.98 0.99 0.97 0.98 0.98 0.98 0.98 0.99 -0.25
Education_Associates_degree 0.98 0.98 0.98 0.95 0.70 0.99 -0.08 0.29 0.05 0.99 0.90 0.96 0.98 0.98 1.00 0.98 0.96 0.99 0.91 0.98 0.97 0.97 0.97 0.97 0.98 0.99 0.99 0.99 0.98 0.97 0.98 0.99 0.98 0.96 0.98 0.98 0.98 0.99 0.98 -0.24
Education_Bachelors_degree 1.00 1.00 1.00 0.98 0.73 0.99 -0.02 0.33 -0.03 1.00 0.94 0.97 0.96 0.98 0.98 1.00 0.99 0.99 0.95 0.99 0.98 0.99 0.99 0.99 1.00 0.99 0.98 0.99 0.97 0.99 0.99 0.98 0.97 0.96 0.98 0.97 0.98 0.98 1.00 -0.31
Education_Graduate_professional degree 0.98 0.98 0.98 0.98 0.71 0.97 -0.01 0.37 -0.05 0.98 0.92 0.95 0.94 0.95 0.96 0.99 1.00 0.97 0.93 0.98 0.96 0.97 0.97 0.97 0.98 0.98 0.97 0.97 0.95 0.98 0.98 0.95 0.94 0.93 0.95 0.95 0.97 0.97 0.98 -0.34
U.S. citizen 1.00 1.00 1.00 0.97 0.72 1.00 -0.07 0.31 0.03 1.00 0.93 0.99 0.98 0.99 0.99 0.99 0.97 1.00 0.94 1.00 0.99 1.00 0.99 1.00 1.00 1.00 0.98 1.00 0.99 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.24
Not a U.S. citizen 0.95 0.95 0.95 0.97 0.72 0.94 -0.03 0.34 -0.04 0.95 0.99 0.95 0.87 0.94 0.91 0.95 0.93 0.94 1.00 0.95 0.95 0.95 0.96 0.96 0.95 0.93 0.91 0.93 0.88 0.96 0.95 0.91 0.91 0.91 0.91 0.91 0.94 0.93 0.95 -0.30
Total_age 1.00 1.00 1.00 0.97 0.73 1.00 -0.05 0.31 0.01 1.00 0.94 0.99 0.98 0.99 0.98 0.99 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Age_under_18 0.99 0.99 0.99 0.96 0.74 0.98 -0.03 0.29 -0.01 0.99 0.95 0.99 0.97 0.99 0.97 0.98 0.96 0.99 0.95 0.99 1.00 1.00 1.00 1.00 0.99 0.98 0.96 0.99 0.98 0.99 0.99 0.98 0.98 0.98 0.98 0.98 0.98 0.98 1.00 -0.27
Age_18_to_24 1.00 1.00 1.00 0.97 0.74 0.99 -0.04 0.30 0.00 0.99 0.95 0.99 0.97 0.99 0.97 0.99 0.97 1.00 0.95 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.97 0.99 0.98 0.99 1.00 0.99 0.98 0.98 0.99 0.98 0.98 0.98 1.00 -0.26
Age_25_to_34 1.00 1.00 1.00 0.98 0.74 0.99 -0.04 0.32 -0.01 1.00 0.96 0.99 0.96 0.99 0.97 0.99 0.97 0.99 0.96 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.97 0.99 0.97 0.99 1.00 0.98 0.98 0.97 0.98 0.98 0.99 0.98 1.00 -0.27
Age_35_to_44 1.00 1.00 1.00 0.97 0.74 0.99 -0.04 0.31 -0.01 1.00 0.96 0.99 0.97 0.99 0.97 0.99 0.97 1.00 0.96 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.97 0.99 0.98 0.99 1.00 0.98 0.98 0.98 0.98 0.98 0.99 0.98 1.00 -0.27
Age_45_to_54 1.00 1.00 1.00 0.98 0.73 1.00 -0.06 0.32 0.01 1.00 0.95 0.99 0.98 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Age_55_to_64 0.99 1.00 0.99 0.97 0.70 1.00 -0.07 0.32 0.02 1.00 0.92 0.98 0.99 0.98 0.99 0.99 0.98 1.00 0.93 1.00 0.98 0.99 0.99 0.99 1.00 1.00 0.99 1.00 0.99 0.99 1.00 0.99 0.98 0.97 0.99 0.99 0.99 0.99 0.99 -0.26
Age_over_64 0.98 0.98 0.98 0.95 0.68 0.99 -0.10 0.31 0.06 0.99 0.90 0.96 0.99 0.97 0.99 0.98 0.97 0.98 0.91 0.98 0.96 0.97 0.97 0.97 0.98 0.99 1.00 0.99 0.98 0.97 0.98 0.99 0.98 0.96 0.98 0.99 0.98 0.99 0.98 -0.23
Total 1.00 1.00 1.00 0.96 0.71 0.99 -0.05 0.31 0.01 1.00 0.92 0.98 0.99 0.99 0.99 0.99 0.97 1.00 0.93 1.00 0.99 0.99 0.99 0.99 1.00 1.00 0.99 1.00 0.99 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Owner Occupied 0.98 0.98 0.98 0.93 0.70 0.98 -0.05 0.28 0.02 0.98 0.88 0.96 0.99 0.98 0.98 0.97 0.95 0.99 0.88 0.98 0.98 0.98 0.97 0.98 0.98 0.99 0.98 0.99 1.00 0.96 0.98 0.99 0.99 0.97 0.99 0.99 0.97 0.98 0.98 -0.25
Renter Occupied 0.99 0.99 0.99 0.99 0.72 0.99 -0.05 0.34 -0.01 0.99 0.96 0.98 0.96 0.98 0.97 0.99 0.98 0.99 0.96 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.97 0.99 0.96 1.00 0.99 0.98 0.97 0.96 0.98 0.97 0.99 0.98 0.99 -0.27
Total_people 1.00 1.00 1.00 0.97 0.73 1.00 -0.05 0.31 0.01 1.00 0.94 0.99 0.98 0.99 0.98 0.99 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Total With Disabilities 0.99 0.99 0.99 0.95 0.71 1.00 -0.13 0.31 0.10 0.99 0.91 0.98 0.99 0.98 0.99 0.98 0.95 0.99 0.91 0.99 0.98 0.99 0.98 0.98 0.99 0.99 0.99 0.99 0.99 0.98 0.99 1.00 1.00 0.99 1.00 1.00 0.99 0.99 0.99 -0.17
Hearing 0.98 0.98 0.98 0.93 0.72 0.99 -0.11 0.27 0.08 0.99 0.91 0.98 0.99 0.99 0.98 0.97 0.94 0.99 0.91 0.99 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.99 0.99 0.97 0.99 1.00 1.00 0.99 1.00 0.99 0.98 0.98 0.98 -0.18
Vision difficulty 0.97 0.97 0.97 0.94 0.73 0.98 -0.18 0.32 0.14 0.98 0.93 0.99 0.97 0.97 0.96 0.96 0.93 0.98 0.91 0.98 0.98 0.98 0.97 0.98 0.98 0.97 0.96 0.98 0.97 0.96 0.98 0.99 0.99 1.00 0.99 0.99 0.98 0.98 0.98 -0.11
cognative 0.99 0.99 0.99 0.95 0.71 0.99 -0.13 0.31 0.10 0.99 0.92 0.98 0.99 0.98 0.98 0.98 0.95 0.99 0.91 0.99 0.98 0.99 0.98 0.98 0.99 0.99 0.98 0.99 0.99 0.98 0.99 1.00 1.00 0.99 1.00 1.00 0.99 0.99 0.99 -0.16
ambulatory difficulty 0.98 0.98 0.98 0.95 0.71 0.99 -0.16 0.32 0.13 0.99 0.91 0.98 0.99 0.98 0.98 0.97 0.95 0.99 0.91 0.99 0.98 0.98 0.98 0.98 0.99 0.99 0.99 0.99 0.99 0.97 0.99 1.00 0.99 0.99 1.00 1.00 0.99 0.99 0.98 -0.14
Self-care difficulty 0.99 0.99 0.99 0.98 0.71 1.00 -0.16 0.35 0.11 0.99 0.95 0.99 0.97 0.98 0.98 0.98 0.97 0.99 0.94 0.99 0.98 0.98 0.99 0.99 0.99 0.99 0.98 0.99 0.97 0.99 0.99 0.99 0.98 0.98 0.99 0.99 1.00 1.00 0.99 -0.16
Independent living difficulty 0.99 0.99 0.99 0.97 0.70 1.00 -0.15 0.34 0.11 0.99 0.93 0.99 0.98 0.98 0.99 0.98 0.97 0.99 0.93 0.99 0.98 0.98 0.98 0.98 0.99 0.99 0.99 0.99 0.98 0.98 0.99 0.99 0.98 0.98 0.99 0.99 1.00 1.00 0.99 -0.16
No Disability 1.00 1.00 1.00 0.98 0.73 0.99 -0.04 0.31 0.00 1.00 0.95 0.99 0.97 0.99 0.98 1.00 0.98 1.00 0.95 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.98 0.99 0.98 0.99 0.99 1.00 -0.27
DisabilityRate -0.29 -0.29 -0.29 -0.26 -0.24 -0.21 -0.80 0.03 0.87 -0.26 -0.20 -0.18 -0.20 -0.25 -0.24 -0.31 -0.34 -0.24 -0.30 -0.26 -0.27 -0.26 -0.27 -0.27 -0.26 -0.26 -0.23 -0.26 -0.25 -0.27 -0.26 -0.17 -0.18 -0.11 -0.16 -0.14 -0.16 -0.16 -0.27 1.00

## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
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##     last_plot
## The following object is masked from 'package:stats':
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##     filter
## The following object is masked from 'package:graphics':
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##     layout
## `geom_smooth()` using formula = 'y ~ x'

## Loading required package: viridisLite
## 
## Attaching package: 'viridis'
## The following object is masked from 'package:scales':
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##     viridis_pal
## The following object is masked from 'package:maps':
## 
##     unemp
## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## `geom_smooth()` using formula = 'y ~ x'

## # A tibble: 6 × 43
##   NAME       `In labor force:` `Civilian labor force:` Employed Unemployed
##   <chr>                  <dbl>                   <dbl>    <dbl>      <dbl>
## 1 Alabama              2335486                 2314723  2190915     123808
## 2 Alaska                376965                  352556   327953      24603
## 3 Arizona              3544778                 3518555  3314799     203756
## 4 Arkansas             1408602                 1400997  1323511      77486
## 5 California          19961610                19805371 18156051    1649320
## 6 Colorado             3212836                 3170677  3002106     168571
## # ℹ 38 more variables: `In Armed Forces` <dbl>, `Not in labor force` <dbl>,
## #   EmploymentRate <dbl>, UnemploymentRate <dbl>, NotInLaborForceRate <dbl>,
## #   state <chr>, Education_Total_students <dbl>,
## #   `Education_Below_9th grade` <dbl>,
## #   `Education_9th to 12th grade_no diploma` <dbl>,
## #   Education_High_school_graduate <dbl>,
## #   `Education_Some college_no degree` <dbl>, …

Part 1

Title

“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”

Authors

  1. Abhay Prasanna Rao

  2. Srika Raja

  3. Neha

  4. Esha

  5. Niharika

Abstract (TL;DR)

This project investigates the impact of socio-economic factors on employment rates across U.S. states. Utilizing ACS 2021 data, we explore relationships between employment and variables like education, citizenship, and housing. Key findings include significant correlations that inform employment dynamics in the U.S.

Motivation

We aim to analyze various socio-economic factors influencing employment in the U.S. This study is crucial for understanding how different aspects like education, age, and housing contribute to employment rates, thereby aiding policymakers and researchers.

Summary

We have imported data set from the ACS survey. We have 6 child RMD files for this project which has the data analysis for the Employment, Education, Citizenship, Age, Housing, Disabilities Data Set (ACS 2021).
Further, we started exploring each data set in detail and then we started combining each data set with the employment to see what results we can expect. We did find many direct relationships with each data set on employment data set. We have put our concluding results in the Final Report to help us stand by with our conclusions.

Part 2:

Data Sets and Variables

The below data sets are from data.census.gov [ United States Census Bureau]. We shortlisted it based on ACS 2021, inclusive for all states in United States.

  1. Employment - K202301

    Variable Description
    Total Total Employment Data
    In Labor Force Total People in Labor Force
    Civilian labor force: Total People in Civilian Labor Force
    Employed Total People Employed
    Unemployed Total People Unemployed
    In Armed Forces Total People in Armed Forces
    Not in labor force Total People not in Labor Force
  2. Education - K201501

    Variable Description
    Education_Total_students Total Students in the Education Survery
    Education_Below_9th grade Number of students who have completed 9th grade
    Education_9th to 12th grade_no diploma Number of students who have completed 9th grade to 12th grade but no diploma
    Education_High_school_graduate Number of high school graduate students
    Education_Some college_no degree Number of people enrolled into some college but have not acquired a degree
    Education_Associates_degree Number of people with associates degree
    Education_Bachelors_degree Number of people with bachelors degree
    Education_Graduate_professional degree Number of people with Graduate Degree
  3. Citizenship - K200501

    Variable Description
    Total Total Number of people in survey
    U.S. citizen Number of US citizen in the survery
    Not a U.S. citizen Number of Non US Citizens in the survery
  4. Age - K200104

    Variable Description
    Total_age Total number of people in the age data frame
    Age_under_18 Total number of under 18 people
    “Age_18_to_24 People between 18 to 24
    Age_25_to_34 People between 25 to 34
    Age_35_to_44 People between 35 to 44
    Age_45_to_54 People between 45 to 54
    Age_55_to_64 People between 55 to 64
    Age_over_64 People over 64
  5. Housing - K202502

    Variable Description
    Total Total Number of People in housing data frame
    Owner Occupied Total Number of people who have their own home
    Renter Occupied Total Number of people who are renting a place
  6. Disabilities - K201803

    Variable Description
    Total_people Total Poeple in the data frame
    Total With Disabilities Total with disabilities
    Hearing Total with hearing problem
    Vision difficulty Total with vision problem
    cognative Total with cognative problem
    ambulatory difficulty Total with ambulatory difficlty
    Self-care difficulty Total with self care difficulty
    No Disability Total without disabilities

Part 3

Results

  1. Employment vs Education

  1. Employment Vs Housing

  1. Citizenship Vs Employmennt

Conclusions

This study provides insights into the socio-economic factors affecting employment in the U.S. Limitations include data scope and potential biases. Future work could explore more granular data and additional variables.

Part 4

Data Source

  1. Data from the American Community Survey (ACS) 2021.
  2. Scripts for data cleaning and analysis are included in the repository.
  3. 6 Child RMD files included in the repo, which support the DS202_final_project.rmd file

References

  • American Community Survey (ACS)

  • United States Census Bureau (data.census.gov)